In: Statistics and Probability
Need Chi-Square Test for Independence to determine if eating healthy and exercising reduces diastolic blood pressure.
Day |
BP Diastolic |
Ate Healthy and Exercised |
1 |
85 |
N |
2 |
109 |
N |
3 |
96 |
N |
4 |
92 |
N |
5 |
99 |
N |
6 |
98 |
N |
7 |
102 |
Y |
8 |
93 |
N |
9 |
90 |
Y |
10 |
84 |
N |
11 |
90 |
N |
12 |
86 |
N |
13 |
81 |
N |
14 |
77 |
Y |
15 |
90 |
Y |
16 |
86 |
Y |
17 |
83 |
N |
18 |
80 |
Y |
19 |
78 |
N |
20 |
74 |
Y |
21 |
72 |
Y |
22 |
79 |
Y |
23 |
84 |
Y |
24 |
91 |
Y |
25 |
85 |
Y |
26 |
77 |
Y |
27 |
78 |
Y |
28 |
81 |
N |
29 |
88 |
Y |
30 |
85 |
Y |
31 |
77 |
Y |
32 |
74 |
Y |
33 |
72 |
Y |
34 |
77 |
N |
35 |
80 |
Y |
36 |
81 |
Y |
37 |
76 |
Y |
38 |
78 |
Y |
39 |
72 |
Y |
40 |
73 |
Y |
41 |
72 |
Y |
42 |
79 |
Y |
43 |
80 |
Y |
44 |
84 |
Y |
45 |
81 |
Y |
46 |
78 |
Y |
47 |
71 |
Y |
48 |
73 |
Y |
49 |
76 |
Y |
50 |
75 |
Y |
51 |
76 |
N |
52 |
81 |
Y |
53 |
78 |
N |
54 |
75 |
Y |
55 |
77 |
Y |
56 |
76 |
Y |
The hypothesis being tested is:
H0: Eating healthy and exercising and diastolic blood pressure are independent
Ha: Eating healthy and exercising and diastolic blood pressure are not independent
Yes | No | Total | ||
Eating Healthy | Observed | 16 | 4 | 20 |
Expected | 13.93 | 6.07 | 20.00 | |
O - E | 2.07 | -2.07 | 0.00 | |
(O - E)² / E | 0.31 | 0.71 | 1.01 | |
Lower BP Diastolic | Observed | 23 | 13 | 36 |
Expected | 25.07 | 10.93 | 36.00 | |
O - E | -2.07 | 2.07 | 0.00 | |
(O - E)² / E | 0.17 | 0.39 | 0.56 | |
Total | Observed | 39 | 17 | 56 |
Expected | 39.00 | 17.00 | 56.00 | |
O - E | 0.00 | 0.00 | 0.00 | |
(O - E)² / E | 0.48 | 1.10 | 1.58 | |
1.58 | chi-square | |||
1 | df | |||
.2090 | p-value |
Since the p-value (0.2090) is greater than the significance level (0.05), we cannot reject the null hypothesis.
Therefore, we can conclude that ating healthy and exercising and diastolic blood pressure are independent.